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Notes on Python and Machine Learning
Sep 28, 2024
Lecture Notes
What We Learned in the Last Lecture
Important packages of Python
Variables, collections (lists, sets, dictionaries)
String manipulation
Conditions and statements
Loops and functions
Today's Lecture
Review of the previous lecture
Important use of functions
What is sentiment analysis?
About machine learning and classification
Review of Functions
How to create functions
Arguments and parameters
Introduction to practical programming
Sentiment Analysis
Use by natural language processing
How to analyze data
Identifying positive and negative responses
Important Concepts of Machine Learning
Meaning of classification
Importance of labeled data
Supervised learning and its examples
Email classification and disease diagnosis
How Sentiment Analysis Works
Importance of sentiment analysis in artificial intelligence
Analysis of user data and use of responses
What is API?
Definition of Application Programming Interface (API)
How APIs are used, with examples
Use of banking APIs
Example of APIs in mechanic services
Types of APIs
Different types of APIs and their uses
Importance of framework APIs
Introduction to OpenAI
OpenAI platform and functionality
How to get started with OpenAI API
How to generate and use an API key
Programming and Coding Topics
Installing and importing packages in Python
How to write code for sentiment analysis
Analyzing based on text for users
Conclusion
Students are urged to understand that it is essential to make an effort in programming
Things to keep in mind while coding:
Avoid copy-pasting
Type and understand the code by yourself
Prepare for the next class, maintain continuity in the learning process.
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